Agent-in-the-Loop to Distill Expert Knowledge into Artificial Intelligence Models: A Survey

Abstract excerpt

<title>Abstract</title> <p>Large-scale neural networks have revolutionized many general knowledge areas (e.g., computer vision and language processing), but are still rarely applied in many expert knowledge areas (e.g., healthcare), due to data sparsity and high annotation expenses. Human-in-the-loop machine learning (HIL-ML) incorporates expert domain knowledge into the modeling process, effectively addressing t...

Topics

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• Artificial Intelligence
• Decision Support Systems, Clinical
• Electronic Health Records
• Genetic Variation
• Genetics, Medical
• Genomics and Rare Diseases

Identifiers and source

Literature Corpus work

b4bf3a53-b20d-50d1-a022-420d5a7ca050

DOI

10.21203/rs.3.rs-5130511/v1